How real projects configure their agents

44,996 repositories keep their own agent configuration in the open: a CLAUDE.md, a rules file, instructions for Copilot, a skill the project runs on itself. These are not mods to install. They are worth reading for what they reveal — what a maintainer thinks an agent gets wrong.

Building agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
klodr/gmail-mcp Gmail MCP server — scope-gated tools (readonly / send / modify), path jails for attachment 18 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,076 tok
vcqr/ashell vcqr.github.io A lightweight, attractive AI-powered cross-platform SSH client supporting SFTP, port forwa 18 Codex, OpenCode 1 196 tok
kanfu-panda/pdlc-skills kanfu-panda.github.io Skills that make your AI coding agent prove its work: PRD → TDD → implement → review → shi 18 Claude Code 1 5,698 tok
biedongbin/dsh-claude-compat DSH plugin: bridge Claude Code's .claude/ directory (skills, commands, rules) into DeepSee 18 Claude Code 1 —
PANGKAIFENG/ai-product-manager-skills AI product manager skills for Codex/Claude: brainstorming, product research, PRD workflows 18 Codex, OpenCode 1 561 tok
mittal-parth/claude-clan playclaude.vercel.app Turn your codebase and GitHub PRs into a live isometric city where AI agents visibly build 18 Claude Code 3 3,351 tok
andreapollastri/newsletter newsletter.web.ap.it Open Source Newsletter System 18 Claude Code, Codex, OpenCode 2 5,350 tok
Caprista/KarvyLoop The agent that learns how you decide - and proves it by never deciding for you. A local-fi 18 Claude Code 1 —
nickschuetz/o3de-mcp Automate Open 3D Engine with AI — an MCP server for editor control, project & build manage 18 Claude Code, Codex, OpenCode 2 6,109 tok
anivar/developer-docs-framework skills.sh AI agent skill for technical docs — Diataxis + 27 rules, 6 style guides (Google, Good Docs 18 Codex, OpenCode 1 21,969 tok
Mharis-code/videoanalyzer A Claude Code skill that watches and reverse-engineers any social media video into a struc 18 Claude Code 1 654 tok
FullStaQD/qcc 18 Codex, OpenCode 1 264 tok
toonhuysmans/pocket-scion-synth Real-time generative synthesis firmware for the Pocket SCION 18 Codex, OpenCode 1 1,475 tok
T0ha/camelot camelotai.tech Kanban board based coding agents orchestrator based on KISS 18 Claude Code, Codex, OpenCode 4 4,970 tok
sourcenetwork/defradb.rs A full implementation of DefraDB in Rust 18 Codex, OpenCode 1 9,093 tok
aiqinxuancai/e-language-skill AI Agent Skill for Yi Language (e-language) projects. 18 Codex, OpenCode 1 90 tok
delta-exchange/delta-exchange-mcp mcp.delta.exchange Official Delta Exchange MCP 18 Codex, OpenCode 1 6,314 tok
macanderson/stella stella.oxagen.sh A coding agent that builds it's own tools and mines it's own skills and always ships with 18 Claude Code, Codex, OpenCode 5 46,046 tok
jayelbotvibe-web/hermes-pentest-lab jayelbotvibe-web.github.io AI-orchestrated, Kali-native pentesting lab: an MCP tool-server with scope/VPN/rate/audit 18 Claude Code 1 1,683 tok
NotNull92/workforge-mcp WorkForge is a Windows MCP gateway that lets ChatGPT inspect files, resume Git work, make 18 Codex, OpenCode 1 149 tok
AceDataCloud/MidjourneyMCP MCP server for Midjourney image generation through Ace Data Cloud. 18 Claude Code, GitHub Copilot 2 871 tok
AishwaryShrivastav/vibe-testing testing.tfgstudio.com Code-aware browser testing for AI coding agents. 14 MCP tools, CLI workflows, regression m 18 Claude Code, Codex, Cursor, OpenCode 3 1,908 tok
DustinTrap/kvm-pilot Smart hands for your AI agents — write-capable, multi-plane (KVM + BMC + SSH) MCP server f 18 Claude Code 2 2,657 tok
PollyGlot/google-play-cli gplay.sh gplay: publish to Google Play from CI or a coding agent. One static binary, JSON output th 18 Claude Code, Codex, OpenCode 2 1,249 tok
shiaho777/revx Rust reverse-engineering toolkit with CLI and local MCP server. 18 Codex, OpenCode 1 569 tok
facebook/agentic-tools Agentic tools plugin and skills 18 Claude Code, Codex, OpenCode 2 2,065 tok
CasualOffice/slides slide.schnsrw.live Open-source self-hosted web slides editor with .pptx round-trip — an alternative to Google 18 Claude Code 1 1,348 tok
mehdiforoozandeh/crux mehdiforoozandeh.github.io A scientific-method lab notebook your AI agent drives — research as a tree of questions an 18 Claude Code, Codex, OpenCode 1 610 tok
iksnerd/adb-mcp adb-mcp.com MCP server for Android — drive emulators and real devices over adb from Claude Code, Curso 18 Claude Code 1 —
daftAI2026/daftAI-skills 18 Claude Code, Codex, OpenCode 2 8,208 tok
vanssata/jetbrains-claude-subscription Unofficial JetBrains plugin: adds a Claude Subscription (Pro/Max) ACP agent to the AI Assi 18 Claude Code 2 1,905 tok
wagtail/wagtail-mcp pypi.org Experimental MCP server to automate common operations on Wagtail projects 18 Codex, OpenCode 1 538 tok
mosif16/codex-Skills 18 Claude Code 1 970 tok
pedralcg/arcmap-mcp pedralcg.dev Servidor MCP para ArcMap 10.5–10.8: un asistente de IA conduce una sesión viva de ArcMap. 18 Claude Code 1 805 tok
2mawi2/para Manage sandboxed parallel claude code sessions on git worktrees 18 Claude Code 9 3,272 tok
atopile/packages packages.atopile.io First-party packages 📦 from atopile 18 Claude Code, GitHub Copilot 2 10,286 tok
jnarowski/agentcmd agentcmd.dev ✨ AI Code Workflow Orchestration Platform 18 Claude Code 37 2,657 tok
jhlee111/ash_grant Permission-based authorization extension and dev tools for Ash Framework 18 Claude Code 4 3,750 tok
kot149/zmk-layout-shift ZMK module to dynamically shift keyboard layouts at runtime 18 Codex, OpenCode 1 201 tok
lightsparkdev/hurlicane If you have to ask, you're not ready 🌀 18 Claude Code 3 725 tok
databayt/hogwarts balqalam.com Educational automation streamlining operations for students, educators, and school leaders 18 Claude Code, Codex, OpenCode 8 5,809 tok
squirrelsoft-dev/dev 18 Claude Code, Codex, OpenCode 20 521 tok
ClawForgeAI/clawforge clawforge.co One dashboard for all your AI assistants 18 Claude Code 6 1,992 tok
TheWayWithin/agent-11 agent-11.com Opensource AI development agent suite for solo founders. Deploy 11 specialized agents in C 18 Claude Code 34 535 tok
pluskal-lab/EnzymeExplorer Highly accurate discovery of terpene synthases powered by machine learning 18 Codex, OpenCode 1 1,746 tok
phantomyard/phantombot phantombot.bot AI Assistant That Uses Your Favorite Harness 18 Codex, OpenCode 1 7,353 tok
seekskyworld/cloud-agent 18 Codex, OpenCode 1 938 tok
larsderidder/tether Control your AI agents remotely. Respond from anywhere. 18 Codex, OpenCode 1 1,517 tok
shortcuts/dotfiles shrtcts.fr 📁 rex, ghostty, fish, nvim, claude code, aerospace 18 Claude Code, Codex 15 959 tok
BlackbirdWorks/gopherstack Localstack alternative written in Go. 18 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 17 7,999 tok